{
 "cells": [
  {
   "cell_type": "code",
   "id": "initial_id",
   "metadata": {
    "collapsed": true,
    "ExecuteTime": {
     "end_time": "2025-03-24T01:17:21.559838Z",
     "start_time": "2025-03-24T01:17:21.124304Z"
    }
   },
   "source": "import matplotlib.pyplot as plt",
   "outputs": [],
   "execution_count": 1
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-24T01:17:21.658146Z",
     "start_time": "2025-03-24T01:17:21.571880Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#传入x和y，通过plot画图\n",
    "plt.plot([1, 0, 9], [4, 5, 6])\n",
    "plt.show()"
   ],
   "id": "4e1a8dc8c7d925fd",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 2
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-24T01:17:21.798721Z",
     "start_time": "2025-03-24T01:17:21.740568Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(1, 8)\n",
    "y = [17, 17, 18, 15, 11, 11, 13]\n",
    "plt.plot(x, y, color='red', alpha=0.5, linestyle='--', linewidth=3)\n",
    "plt.show()"
   ],
   "id": "86a961f921c3635c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 3
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-24T01:17:21.929110Z",
     "start_time": "2025-03-24T01:17:21.809555Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import random\n",
    "\n",
    "x = range(2, 26, 2)\n",
    "y = [random.randint(15, 30) for i in x]  #生成和x长度相同的随机数 采用列表生成式\n",
    "plt.xticks(x)\n",
    "plt.yticks(y)\n",
    "plt.plot(x, y, marker='o')\n",
    "# plt.show()\n",
    "plt.savefig('./test.svg')"
   ],
   "id": "5b7b553da2885217",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 4
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-24T01:17:22.011506Z",
     "start_time": "2025-03-24T01:17:21.937761Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(2, 26, 2)\n",
    "y = [random.randint(15, 30) for i in x]  #生成和x长度相同的随机数 采用列表生成式\n",
    "#设置画布大小\n",
    "plt.figure(figsize=(20, 10), dpi=80)\n",
    "plt.plot(x, y)\n",
    "plt.show()"
   ],
   "id": "36e4be96bf1255db",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ],
      "image/png": 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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 5
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 设置刻度",
   "id": "dffcefeffee68fcd"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-24T01:17:22.124782Z",
     "start_time": "2025-03-24T01:17:22.019811Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(2, 26, 2)\n",
    "y = [random.randint(15, 30) for i in x]\n",
    "plt.figure(figsize=(20, 10), dpi=80)\n",
    "#设置x轴的刻度\n",
    "# plt.xticks(x)\n",
    "# plt.xticks(range(1,25))\n",
    "#设置y轴的刻度\n",
    "# plt.yticks(y)\n",
    "# plt.yticks(range(min(y), max(y) + 1))\n",
    "\n",
    "x_ticks = range(1, 25)\n",
    "x_ticks_label = [\"{}:00\".format(i) for i in x_ticks]\n",
    "plt.xticks(x_ticks, x_ticks_label, rotation=45)\n",
    "y_ticks = range(min(y), max(y) + 1)\n",
    "y_ticks_label = [\"{}℃\".format(i) for i in y_ticks]\n",
    "plt.yticks(y_ticks, y_ticks_label)\n",
    "\n",
    "plt.plot(x, y)\n",
    "plt.show()"
   ],
   "id": "f9f59ff5185b3590",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 6
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 设置中文",
   "id": "df0a43810dff57e1"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-24T01:17:22.136948Z",
     "start_time": "2025-03-24T01:17:22.134418Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from matplotlib import font_manager\n",
    "\n",
    "my_font = font_manager.FontProperties(fname=\"C:\\\\Windows\\\\Fonts\\\\simsun.ttc\", size=10)"
   ],
   "id": "15a50187862c2021",
   "outputs": [],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-24T01:17:22.273134Z",
     "start_time": "2025-03-24T01:17:22.156601Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = range(0, 120)\n",
    "y = [random.randint(10, 30) for i in x]\n",
    "\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "plt.plot(x, y)\n",
    "plt.xlabel(\"时间\", fontproperties=my_font)\n",
    "plt.ylabel(\"次数\", fontproperties=my_font)\n",
    "\n",
    "plt.title(\"每分钟跳动次数\", color=\"red\", fontproperties=my_font)\n",
    "plt.show()"
   ],
   "id": "52504f74c269937f",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 一图多线",
   "id": "cea049ef23d3b700"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-24T01:17:22.399692Z",
     "start_time": "2025-03-24T01:17:22.281477Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "\n",
    "y1 = [1, 0, 1, 1, 2, 4, 3, 4, 4, 5, 6, 5, 4, 3, 3, 1, 1, 1, 1, 1]\n",
    "y2 = [1, 0, 3, 1, 2, 2, 3, 4, 3, 2, 1, 2, 1, 1, 1, 1, 1, 1, 1, 1]\n",
    "\n",
    "x = range(11, 31)\n",
    "plt.figure(figsize=(20, 10), dpi=80)\n",
    "\n",
    "plt.plot(x, y1, color=\"red\", label=\"自己\")\n",
    "plt.plot(x, y2, color=\"blue\", label=\"同事\")\n",
    "# 设置x轴的刻度\n",
    "xtick_labels = [\"{}岁\".format(i) for i in x]\n",
    "my_font = font_manager.FontProperties(fname=\"C:\\\\Windows\\\\Fonts\\\\simsun.ttc\", size=18)\n",
    "plt.xticks(x, xtick_labels, rotation=45, fontproperties=my_font)\n",
    "\n",
    "plt.grid(alpha=0.4)\n",
    "\n",
    "# 设置图例 只有在这里需要添加prop参数显示中文，其他都是用fontproperties参数\n",
    "plt.legend(prop=my_font, loc=\"upper right\")\n",
    "plt.show()"
   ],
   "id": "dbc304de946adf6d",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 多个子图",
   "id": "5292522d443e4f73"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-24T01:17:22.561736Z",
     "start_time": "2025-03-24T01:17:22.409156Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import numpy as np\n",
    "\n",
    "x = np.arange(1, 100)\n",
    "fig, axes = plt.subplots(2, 2)\n",
    "print(type(axes))\n",
    "ax1 = axes[0, 0]\n",
    "ax2 = axes[0, 1]\n",
    "ax3 = axes[1, 0]\n",
    "ax4 = axes[1, 1]\n",
    "\n",
    "fig = plt.figure(figsize=(20, 10), dpi=80)\n",
    "ax1.plot(x, x)\n",
    "ax2.plot(x, -x)\n",
    "ax3.plot(x, x ** 2)\n",
    "ax4.plot(x, np.log(x))\n",
    "plt.show()"
   ],
   "id": "911c35e7b6d99033",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.ndarray'>\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 10
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-24T01:17:22.719760Z",
     "start_time": "2025-03-24T01:17:22.575119Z"
    }
   },
   "cell_type": "code",
   "source": [
    "x = np.arange(1, 100)\n",
    "fig = plt.figure(figsize=(20, 10), dpi=80)\n",
    "ax1 = fig.add_subplot(2, 2, 1)\n",
    "ax1.plot(x, x)\n",
    "ax2 = fig.add_subplot(2, 2, 2)\n",
    "ax2.grid(alpha=0.3, color=\"r\", linestyle=\"--\", linewidth=1)\n",
    "ax3 = fig.add_subplot(2, 2, 3)\n",
    "ax2.plot(x, x ** 2)\n",
    "ax3.plot(x, x ** 2)\n",
    "plt.show()"
   ],
   "id": "fc775fe23f792e55",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 3 Axes>"
      ],
      "image/png": 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pqpJmzaq+h32oj/2okd2oj/2o0RG27yvRFVPmOyHi5HNSnTXAXQsRXaoPIxIBAMBJ21NUpufnbtZr87fqQHmVUlrH6hdjUnRBn3aEhwAAAAhY6TmFuvbFRdpZUKo/XdRL152epGBEkAgAAE5qCsfzc6oDxJKKKqW2idWdY1J0fu927l6FBQAAABrYim37dMPURSosrdQ/f9LfmYETrAgSAQDAceUUlur52Zs1beFWlVZ41L1tnBMgjuvVlgAR8BUWuLcb9bEfNbIb9bFfkNdoblqubnltqTxer164frDO6tZawVwfdm0GAADHDBCfm71Zrx8WIN41JkXnESA2KPoy/o8aAgAQOD5etUO/fHuFYiLCNPWGIRrUqbmCAbs2AwCAk5Kzv1TPzs7QGwuzVFbpUc928c4IxHN7tiFABNxgrvnn5UktW7Jbpo2oj/2okd2oj/2CuEavLdiq3/9njVrFRunVm4aqe9t4WceF+rBrMwAA0K6CUj3437U646/faOq3mUpuHavnrx2kT+48Q+N6MwoRcI3ZhXHBAnbLtBX1sR81shv1sV8Q1shM3H3iqzT97sM16tS8kd67bbidIaJL9WFEIgAAQWxnQYmmzMrQm4u3qbzSo94d4nX3mFSN6dFaIUF21RkAAADBrcrjdS6um9GIvdrH6+UbhqpVXJTbzbIKQSIAAEFox74SPTsrQ2+bALHKo74JTZw1EM/uToAIAACA4FNWWaXJb6/UJ6t3anjXFnru2kGKi45wu1nWIUgEACCIbHcCxHRNX5ztBIj9TIA4NsXZfY4AEbBUXJzbLcCJUB/7USO7UR/7BUGNCksrnJ2Zv8vYowv6tNPjP+mnqPAw+YU439aHXZsBAAgC2XsP6JlZGXpnyTZVVHnVv2NT3T02RaNSWxEgWoS+jP+jhgAA+JfcwjJNnLpIa3fs13Wnd9IfLuylsCBfHzyBXZsBAAhO2/KrA8R3l1YHiAMTm+qusakamdKSABHwBx6PZDryCQlSKPskWof62I8a2Y362C/Aa5SZV6zrXlqkrPwDmnxOqn5xdrJ/9ZE9vq8PQSIAAAEaIP7rm3S9uzRblR6vBndq5kxhPiOZABHwK+YNwsqVUvv2AfkGzu9RH/tRI7tRH/sFcI1WZxfohpcXKb+4XP/v0j766dBE+R2P7+tDkAgAQADJ2nNAT3+TpveXbXcCxCFJzXT32FRnwWgCRAAAAECasylXt05b6uzSPOWaQTq3V1u3m+Q3CBIBAAiQaRlPf5OuD5ZvdzpEQzs3191jUnQ6ASIAAABw0IfLt+tX76xU46hwvXrjYA1Oau52k/wKQSIAAH5sS16xnvo6Tf9ZscMJEId1aa67xqQ6ASKAAGAuBLRqVX0P+1Af+1Eju1Ef+wVQjcxew/+eu0V/+XS92jWJ1qs3DlVKGz/fkTrE9/UJrAnuAAAEic25RZr89gqN+fssZxrz0KTmemvSML016XRCRASlTz/9VAMHDlT//v3Vu3dvvfLKK87xnJwcjRs3TikpKc7xOXPmHPyauj7mU2Fh0rBh1fewD/WxHzWyG/WxX4DUyOPx6k8fr3NCxNQ2sXr/9uH+HyK6VB9GJAIA4Ecycov01Mw0/XflDnm80ojkFs4IRDOVGQhWZoTBNddco1mzZqlv377KzMxU9+7ddemll+qBBx7QsGHD9Nlnn2nx4sW65JJLtGXLFkVERNT5MZ8vop6WJqWkBNwi9wGB+tiPGtmN+tgvAGpUWlGle6av1Cerdzp95heuHawmjXz89zyA6hPu9pXj3/72t/J4PKqsrNS9996r66+/3rkCfN111ykjI0NRUVF65plnNHLkSDebCgCAq9JzCvXU1+lOgOj1ytl92ezCPIQ1XQCHWQt03759zr/379+vFi1aOP3I6dOnKz093Tk+ZMgQtW/fXrNnz9bYsWPr/FitKisPb1j1KIGqKpN4HjpuOvvmdrzjNc9h7tevl7p0OfJ4DfPc5nscfTw8vPp5zfOf7HHzZsTcjm778Y7X9Zxqa7s/nVN5eXV9OnWq/n6BcE6BVifz9YfXKBDOKZDqZNq1YYPUteuRz+HP5xRodar5O9S5sxQZ6XfnVFBSoZ+9vlyLMvfqgt5t9ffLeis64vt2BUKdKiqO/B1XX+dkY5BY1yvHAAAEk7TdhXry63R9vKo6QDwzpaXuHpuiQZ0IEIHDQ8S3337b6Uc2btxYe/fu1fvvv6/CwkJVVFSobdtDOzEmJSUpKytLe/bsqdNjR3v88cedW42iggJpxoxDn5CYKPXrJ61ZIx3+9ampUrdu0uLFUm7uoePmc83XzJsnFRZWv3FYulQ67TSpXTvpyy+P7OyPHi3FxBz5PY3x46WSEmnWrEPHzBsMczwvT1qw4NDxuLjq58nOllauPHTcrLlkpkuZkQ6bNtXfOdUwz22+hz+f07ffVtfn8Oll/n5OgVan9u2ldeuqP66Z+ufv5xRIdTK/4/Lzq/8dKOcUaHWq+TvUt2/1RS0/OqcdZdL1a0OUVhKiG0d01m9bFij0qy8Cr05LD/s7VF/ndAIhXpPoucB825YtW+qDDz5wRhuuWrVK48ePdwLD5s2bO1eAazpvQ4cO1cMPP1zrFeCEhARlm2IAAODnNpkAcWaaMwXD/KUeldpKd44xAWIzt5uGBkRfpm7MzBbTT/zTn/7k9CvNhegf//jHWrFihRITE1VWVnbwc6+44gpn7cOLLrrIGWX4Qx+78cYba69hZmb9jkj87DPpggskc1HdH0ZHBPLInKOPl5ZW12fcOEYk2npO5us//vhQjQLhnAKpTqZdn39e/TvuaP56ToFWp5q/Q+ef71cjEtftKNANry7T7sIy/fb87rp5ZNfArFNZWXUIWPM7rp7OKSEp6bh90nB/unJc6xXgoiKftR8AgIawYdd+PTUzXZ+uqQ4QR3drpbvGpGhAIgEicDwmMNyxY8fBpXDMVGQT6JkL1eHh4dq1a9fBvqWZBWPCRTP1uS6PnZSasOJwx1sE/XjHa57DdO7NdLKadY+O9dzHO26+9occr3nzcbLH63pOp3LctnMy4a6pj7k//HP8+ZwCrU7mj+mxanS8tvvDOR2vjf54TuZ7JSUdCktOtu02n1NtbfS3c6r5O1TzsR+c09zN+bpt2jKVV3r0xJX9dVH/Dkee06m03bY6mec+1b9DJzp+DKFuXjl+6KGHnPBw69atmjlzpq699lrn+MmaPHmyk5DW3GJjYxu0zQAANJT1O/frtmlLNe6fc51RiGd1a60Pfz5CL98wlBARqEXHjh21c+dOrTdrBJk1RdPTnbW2u3XrpgkTJmjKlCnOcTNScfv27Ro1apTzcV0f86maaUp+vltmwKI+9qNGdqM+9vOzGr2zZJtumLpYoSHSqzcNPRQiBqow39cn3J+uHAMAEGjW7djvTGH+bO0u5+OxPVo7U5j7JjR1u2mA32jTpo2ef/55Z/pxaGios5Hf008/7fQfH330UedidUpKiiIjIzVt2rSD627X9TGfMlOZzLpIvXv7zZu4oEJ97EeN7EZ97OcnNTLL5z05M13/+GqTOjSN0cs3DFFKmzgFvCrf1yfchivHPXr0OOaV4wcffNDdK8AAADSQNdsLnADxi3W7nY/H9mjjTGHuk9DE7aYBfumnP/2pcztWyPjFF4ctrF4Pj/mUmZZplvjp1cvtluBYqI/9qJHdqI/9/KBGFVUe/faDNXp7yTb1ah+vlyYOUZv4aAUFr+/rE+5vV44BAPD3APGJmWn68vsA8dyebZwRiL07ECACAAAAP0RhaYV+/sZyzdmU62xO+K+rByo2yrWoKyiE+9uVYwAA/NHqbBMgbtJX63Ocj8f1aqtfjElWr/YEiAAAAMAPtbOgxFkPccOuQl05pKP+fHFvRYS5thVI0CCmBQCgAa3cts8Zgfj1huoAcXzvtvrF2Snq2T7e7aYB8Adm58bU1GPv4Aj3UR/7USO7UR/7WVojs874jS8v1q79pbr3vG66fXRXhZgdkoNNqO/rQ5AIAEADWGECxK826ZuNuTJ9mgv6tHNGIHZvS4AI4Acwbwy6dXO7FTge6mM/amQ36mM/C2s0e1Oufv76MpVXevTElf0Df2dmy+pjV6QMAICfW5a1V9e/tEgX/+tbzdqUqwv6ttNnd4101mshRARQp90YFyyovod9qI/9qJHdqI/9LKvRW4uynJGIYaEheu2mocEdIrpUH0YkAgBQD5Zu3at/frVJc9PynBGIF/ZrrzvPTlZKmzi3mwbA33djzM2tvod9qI/9qJHdqI/9LKmRx+PVXz/fqCmzM9SxeYymThyq5NaxrrYpWOtDkAgAwClYnJmvJ75K07z06gDxov7t9Yuzk5XcmgARAAAAOFWlFVWaPH2FPl29SwMSm+qF6warZWyU280KWgSJAADUwcLNe5xNVL7L2KPQEOni/u11x9kpXBkFAAAA6kleUZlufmWJs/64WXP871f0U3REmNvNCmoEiQAA/AALTID4VZrmb64OEC8d0EE/PztZXVsRIAJooEXU+/WzbrdMfI/62I8a2Y362M/FGqXnFGri1MXK3lvi7Mr8q3O7KdR0wOFqfQgSAQCohdfrdYJDEyAu3JLvLO582cAE3XF2sjq3bOx28wAEMvPGIDHR7VbgeKiP/aiR3aiP/Vyq0by0PN32+lKVlFfp0cv66CdD+DmxpT7E/gAAnCBA/C49Tz95boGuemGhlmzdq8sHJWjm5FHOtApCRAANrrJSmjWr+h72oT72o0Z2oz72c6FGbyzM0vVTFzn/fvmGoYSIltWHEYkAABwjQPw23ayBuEmLM/c6IxCvGJygn5+VrE4tCA8B+FhhodstwIlQH/tRI7tRH/v5qEZVHq8embFeL8zdosTmjfTSxMFsYGjha4ggEQCAwwLEuWl5ziYqS7fuVXhoiH4yuKMTICa2aOR28wAAAICAdKC8Une9tUJfrtutwZ2a6fnrBqt540i3m4VjIEgEAAQ9EyDOScvTP7/apOVZ+5wA8adDO+r20cnq2JwAEQAAAGgoOwtKnJ2Z1+7Yr4v7t9ejl/dVVDg7M9uKIBEAENQB4qxNuc4mKiu27VNEWIiuPi1Rt43uqoRmBIgALBAWJg0bVn0P+1Af+1Eju1EfBXuNVm7bp5tfXaLcwjL9cmyq7hyTrJAQdma2+TVEkAgACM4AcWOu/jkzzem8RIaF6pphJkBMVoemMW43DwAOMW+mWrVyuxU4HupjP2pkN+oT1DX6eNUO3TN9pfPvp68aoB/1bd8g3yeghfj+NcSuzQCAoAoQZ67frYv/9a1ueHmx1u/Yr+tO76TZ943WQxf3IUQEYB+zC+OMGexoaivqYz9qZDfqE5Q1Mn1yMyPojjeWKz4mQm/fcjohoh+9hhiRCAAIeKaz8tX6HD05M02rtxcoMjxU15/eSbeO7qp2TQgPAViON9h2oz72o0Z2oz5BVaPSiird9+4q/XflDvVsF68XJw6mP+5nryGCRABAQAeIX6zb7QSIZvHmqPBQTRye5KyB2CY+2u3mAQAAAEEjZ3+pfvbaUmdpoXN7ttE/r+yvRpHEUv6GigEAAo7HUx0gPjEzTet3VgeIN47orFtHdVFrAkQAAADAp1ZnF+hnry7Rrv2l+vlZXXXPOd0UGsqmKv6IIBEAEFAB4udrdzkB4oZdhYqOCNVNZ3TWLSZAjCNABOCHzC6Mo0ezo6mtqI/9qJHdqE9Q1OiTVTt1zzsr5PFK//xJf108oEO9NjGohfn+NUSQCAAIiADxs7W7nCnMNQHiz87srEkju6pVXJTbzQOAU9uNMSam+h72oT72o0Z2oz4BXSPTRzcX+M3N9Mmfv3aQBiQ2a5BmBq0Q37+G2LUZAOC3TOfk41U7NP6Jubr99WXauueAJo3sorn3na3/u6AnISIA/8eOpnajPvajRnajPgFbowPllfr5G8ucELF3h3j9944RhIgNgV2bAQCoXZXHq09W79RTM9OUllOkRpFhzvTln53ZRS1jCQ8BAAAAt2TvPaCfvbrUWav8gj7t9LcJfdlUJYBQSQCAXwWIZgTiU1+nKz2nSI0jw5wdmE2A2LxxpNvNAwAAAILaoi35um3aUu0pLtevzk3Vz89KVghT1wMKQSIAwC8CxI9WmgAxTRm5xU6AePvorrqZABEAAACwwpuLsvS7D9coMjxUz107SOf1aut2k9AAQrxer1cBIiEhQdnZ2W43AwBQTyqrPPrIjECcma7NecWKjQrXxOFJzk7MzQgQEYDoy/i/BqmhWfconOv/1qI+9qNGdqM+fl+jiiqP/vzxOr06f6sSmsXo39cPVve28T5tYlCrrP/X0In6M7xaAQBWBoj/WbFDT3+Tri15xYqLCtedZyfrxjM6q2kjAkQAQcRc8y8pkWJj2dXURtTHftTIbtTH72u0p6jM2fRw4ZZ8DevSXM9cPYgZQwH+GmLXZgCAVQHiO0u2aezjs3XPOyuVV1SmO8ekaN79Z2vyud0IEQEEn6oqadas6nvYh/rYjxrZjfr4dY3W7ijQj5/+1gkRzayh1246jRAxCF5DjEgEALjOTIf4YNl2/WtWurbuOaD46HDdPTZFN4zorCYxEW43DwAAAMBhzPrl9767Uh6P9NfL++qKwR3dbhJ8hCARAOBqgPj+smxnCvO2/BInQJx8TqomjkhSfDQBIgAAAGDbJoiPfbFRz87KUOu4KE25dpAGJjZzu1nwIYJEAIDPlVceChCz95Y4ow7vOSdV1xMgAsD/YhMCu1Ef+1Eju1Efv6nRvgPluvOtFZqzKVf9OzZ1dmZuEx/tdusQ7tvXELs2AwB8GiC+uzRb//omXdv3lahpowj97Mwuuu70ToojQAToywQAaggACEQbdu3XpFeXKiv/gK4c0lF/vKiXosLD3G4WGgi7NgMAXFVWWaV3lmQ7UyBMgNisUYTuPa+brh+epNgo/hQBwHGZa/55eVLLluxoaiPqYz9qZDfqYz+vVx9/u1H3fp6pSo9HD13cW1eflqgQ6hW0ryF2bQYANGiA+Nr8TI3+2yz99sM1Kqmo0v3juju7MP/8rGRCRACojdmFccECdjS1FfWxHzWyG/Wxfj3ERz5drzs+zlDjqDC9+bNhumZYJ0LEIH8N8Q4OAFDvSiuqNH3JNj3zTYZ27S9Vi8aR+vX47k7HozHhIQAAAGC1vcVmPcTlmpuWp/6xXk25/XS1bR7rdrNgAd7NAQDqNUB8a1GWnp2dod37y9QyNlK/Ob86QGwUyZ8cAAAAwHZrthfolteWOksS/XRwgh6MyFIUm6rge7yrAwDUS4D45qIsTTkYIEbptxf00NWndVJMJIswA8ApiYtzuwU4EepjP2pkN+pjFbMx4v99sNpZeu+RS/voyoHtpXl73W4WLHoNsWszAOCUAsTXF1YHiLmFZWoVF6VbRnYhQATqiL6M/6OGAAB/VF7p0UOfrNOr87eqXZNoPXvNIPXv2NTtZsEl7NoMAKhXJeUmQNyqKbM3K6+oTK3jovT7H/XUVaclKjqCABEA6o3HI5mOfEKCFMo+idahPvajRnajPlbYVVCq219fqmVZ+zSsS3M9fdVAZ4aRgxrZzeP7+hAkAgBO2oHySr2+IEvPzclQXlG52sRH6cELe+rKoQSIANBgbxBWrpTat+cNnI2oj/2okd2oj+u+y8jTnW8ud/r2k0Z20X3ndVN42GG1oEZ28/i+PgSJAICTChBfm79Vz8/ZrD3F5WobH60//riXfjKkIwEiAAAA4GfMKnemb//oZxsUExGmZ68eqPF92rndLPgB4mQAwHEVl1U66x+e8eg3+n8zNigyPFR/vqiXZt83WtcPTyJEBGCNsrIy3XHHHUpJSVGfPn10zTXXOMfT0tI0fPhwpaamasiQIVq7du3Br6nrYwAA+LPC0grdNm2Z07/v0ipW/7njDEJEnDRGJAIA/kdRWaVenZ+pF+Zs1t4DFWrfJFoPXdxbEwYnKCqc8BCAfR544AGFhIRo06ZNzv2uXbuc47fccosmTZqkiRMn6t1333XuFy9efEqP+VRIiNSqVfU97EN97EeN7EZ9fG7jrkLdNm2pNucV60d92+nRy/qqcdQJoiFqZLcQ39eHXZsBAEdcnTQ7tb0wd7P2HahQh6Yxuv2srrp8EAEi4Av0ZeqmuLhY7dq1c/7fxcfHHzyek5Oj5ORk5efnKzw83JnGZT5v3rx5zufV5TFz/ESoIQDAVh8sz9Zv3l+jiiqPfnN+D90wIsm5+Ab4za7NZgrKPffco88//1zR0dHq16+fpk2b5kwluf7665WXl6cmTZro5ZdfVq9evdxsKgAEtP2lFXrl20z9e94WFZRUKKFZjO4f112XDUxwpjMDgM0yMjLUvHlzPfzww/rqq68UExOjBx98UE2bNnUCQBMGGubNUmJiorKyspw+Zl0eqy1IdFRWHvq3eYMWFiZVVZkFqQ4dNwuim9vxjtc8h1lEPS1N6t69+nkOf27DHDPf4+jjpu3mec3zn+xx873M7ei2H+94Xc+ptrb70zmVl1fXJyWl+uNAOKdAq5Oxfv2hGgXCOQVSnczXZWRI3bod+Rz+fE4W1qnMK/3pv2v1+qJtahMXpWd+2k+DOjWv/p61nVPN3yFTI/P8lpxTINZJdTmnigpp06ZDv+Pq65xOINzfpqAAAOqPCQ1f/jZTL87brP2llU6A+Ovx3XXZoARFHL5bGwBYrLKyUlu3blXPnj31yCOPaPny5TrnnHP0ySefNPj3fvzxx51bjaKCAmnGjEOfkJgo9esnrVkjZWUdOp6aWv2mzPRxc3MPHTefa75m3jypsLD6jcPSpdLtt0vt2klffnlkZ3/0aCkm5sjvaYwfL5WUSLNmHfnGxRzPy5MWLDh0PC6u+nnMyAOz82MNM1Vq2LDqN5DmTUp9nVMN89zme/jzOc2dW92eQYOq34wFwjkFWp3MTqb/+Y/Us2d1jQLhnAKpTuZ3XH5+dQgSKOdkWZ2yGzfX7eu8WpVdoOFNvHoytUQt1y6QCk/ynGr+Dt1wg9SlixXnFIh1Ul3PaeFC6fPPD/0dqq9zsnFqc12moDCVBADqL0B8ad4WvfTtFhWWViqxeSPdcVayLhnYgQARcBF9mboxs1jatGmj8vJyhX0fFJgNUu69917dfPPNvp/anJlZf6MjzP1nn0kXXCBFRPjH6IhAHPFxvOOlpdX1GTeu+vsFwjkFWp3M13/88aEaBcI5BVKdTLtMCGJ+xx3NX8/JojrN3JCjye+tcfr+d4zuql+e3VVhoSE/7Jxq/g6df74UGen6OQVinU7pnMrKqkPAmt9x9XROCUlJ9k1trssUlKM7bv9zBbioyOfnAQD+pOBAhV78doumfh8gdmrRSL//UU9dPIAAEYD/atmypcaMGeMsl3P++edry5Ytzm3EiBEaOHCgs3SOmeHy3nvvOUFfTZ+yro/VqiasOFzNSKiTPX74c9R08o/33Mc7br7mhxyvefNxssdP5ZzqetzGczKPmfvDv7+/n9OpHrfpnMwb8mPV6Hht94dzOl4b/fWcar42kM7pRG30wTlVeqXHvtikKbMz1CQmQi9NHKyzu7f5YW0//Lj5N3Wy95zCTvHv0ImOH+tT5cdTUCZPnuzcapgOHgDgf+07UK4X521xpjEXllUqqUUjPXhhL13Uv73CCRABBIApU6bopptu0v3336/Q0FA999xz6tChg3NvwkBz8dqMNJw6derBr6nrYz5l3oCYKUoshm8n6mM/amQ36lPvdu8v1S/eWK5Fmfnq37Gpnr5qgBKaNar7E1Iju4X4vj6uTW2uyxQUpjYDwA+zt7hc/563Wa98t1VFZZXq0rKx7jg7WT/uR4AI2Ii+jP+jhgAAt8xLy9Ndby3XnuJyZ0fmX4/vwcaJqPf+TKgNU1CMY01BMX7wVBIAgPKLy/XXzzbojEe/1r++yVDr+Cj98yf99eXkUbp0YAIhIgD4C7MmklmM/ej1lWAH6mM/amQ36lMvqjxe/ePLTbr2pYUqq/TomasH6g8X9qqfEJEa2a3K9/UJ97cpKACA49tTVKYX5m7Rq/MzdaC8SsmtY/WLs5P1o77tDy2sDADwH2bykNmlsVcvt1uCY6E+9qNGdqM+pyynsFR3vblC8zfvUc928frX1QPVuWXj+vsG1MhuXt/Xx9UgsUuXLvrmm2/+53i3bt00f/58V9oEAP4ozwSIczbrtQVbnQAxpXWs7hyTovP7tCNABAAAAALQt+lmKvMK573ANcMS9dsLeio64jibcgCBECQCAE6N6TQ8bwLE+VtVUlGl1DbfB4i92ymUABEAAAAIyKnMT32dpidmpqlxZLie+ukAXdivvdvNQpAgSAQAP53C8PzszZq2cKtKKzzq3jbOCRDH9WpLgAgAgSQ0VEpNrb6HfaiP/aiR3ahPnXZlvvutBpzKfDRqZLdQ39eHIBEA/EjO/lJNmb1Zry/c6iykbALEu8em6NyeBIgAEJDMG4Nu3dxuBY6H+tiPGtmN+vwgszbm6J7pK51dma8d1kn/d0GPhp/KTI3sFur7+hAkAoCfBIjPzs7QGwuznADRXH28a2yKzunRhgARAAKZ2YVx8WJpyBApjHWvrEN97EeN7EZ9TkpFlUePfbFRz83erLjocD179UCN79PON9+cGtmtyvf1IUgEAIvtKjAjEDP0xqIslVd61Kt9vO4ak6JzerZRSAgBIgAExW6MubnV97AP9bEfNbIb9anVtvwDuvOt5VqetU/9OzZ11kPs2LyR7xpAjezm9X19CBIBwEI7C0o0ZVaG3ly8zQkQ+3Ro4qyBOLZHawJEAAAAIAh8smqnHnh/lQpLK3XLyC761XndFBHGWoVwF0EiAFhkx74SPTsrQ2+bALHKo74JTZw1EM/qRoAIAAAABIOS8ir96eN1enNRllo0jtTLNwzR6G6t3W4W4CBIBAALbHcCxHRNX5ztBIj9OjbV3WNSNLpbKwJEAAj2RdT79WO3TFtRH/tRI7tRn/+xYdd+/eKN5UrLKdIZyS31+BX91Do+2r0GUSO7hfq+PgSJAOCi7L0H9MysDL2zZJsqqrwakNjUWQNxVCoBIgDg+zcIiYlutwLHQ33sR43sRn0O8nq9mrYwSw99vE6VHq/uG9dNt47s6v7GitTIbqG+rw9BIgC4tGjyM7PS9e7SbCdAHJjYVHePTdWZKS0JEAEAh1RWSvPmSWecIYXTdbcO9bEfNbIb9XHkF5fr/vdW6ct1u9WhaYye/OkADerUTFagRnar9H19+CkAAB8HiP/6pjpANFcaTQfBrIFopi0QIAIAjqmw0O0W4ESoj/2okd2CvD7fpefpl9NXaPf+Ml3Yr73+cklvxUdHyCpBXiPrFfq2PgSJAOADWXsO6Olv0vT+su1OgDgkyQSIqRretQUBIgAAABBkKqo8evzLTZoyO0ONIsL09wn9dOnADrw3gPUIEgGgAWXmFevpb9L1wfLtqvJ4NbRzc2cTldMJEAEAAICgtCWvWHe/tVwrswvUN6GJnrxygJJaNna7WcBJIUgEgAbqHDz9dbo+XFEdIA7r0lx3jUl1AkQAAE5aWJg0bFj1PexDfexHjewWZPUxG6pMX7JNf/xonUoqqnTrqK6afE6qIsMt3hE5yGrkd8J8Xx+CRACoR5tziw4GiB6vdHqXFrprbIqGdSFABADUgRm93qqV263A8VAf+1EjuwVRffYWl+vX76/WZ2t3qV2TaL14/RD/GGQQRDXySyG+r4/FsTcA+I+M3CL98u0VGvv4bL2/fLvTKZh+y+l6c9IwQkQAwKntxjhjRvU97EN97EeN7BYk9fk2PU/jnpjjhIgX9G2nz+4a6R8hYhDVyG9V+r4+jEgEgFOQnlOkp75O00crdzgjEM9Maam7xqRocFJzt5sGAAgUvHmzG/WxHzWyWwDXp7SiSn/7fKNenLdFjSP9eEOVAK5RQKj0bX0IEgGgDtJ2F+rJr9P18aod8n4fIN49NkWDOhEgAgAAAMFu/c79uvutFdq4u1CDOjXTP67or8QWjdxuFnDKCBIB4AfYZALEmWn6ZPVOJ0AcldpKd44xAWIzt5sGAAAAwGUej1f/nrdZj32+SR6vV786N9XZVCU8jJXlEBgIEgHgJGzcVR0gfrqmOkA8q1t1gDggkQARANCAzC6Mo0ezW6atqI/9qJHdAqw+2/eV6J7pK7Rgc766tGysf17ZX30TmsqvBViNAk6Y7+tDkAgAtUxJMAHijDW7nI/P7t7aCRD7d/TzDgEAwD+YdbRiYqrvYR/qYz9qZLcAqY/X69X7y7brwf+uVWFZpa4+LVH/d0EPNYoMgMglQGoUsEJ8Xx/G1gLAMazbsV+3vrZU45+Y64SIY3u01n/vGKGXJg4hRAQA+A67ZdqN+tiPGtktAOqTX1yu26Yt0z3vrFR0ZJim3jBEf7mkT2CEiAFSo4BWya7NAOCqNdsLnBGIX6zb7Xx8Ts82zi7MvTs0cbtpAAAAACwyc/1u3f/eauUVlemCPu300MW91axxpNvNAhoUQSIAfB8gPjEzTV9+HyCe27ONM4WZABEAAADA4QpLK/SXT9brrcXbFB8drieu7K8f92uvEKb/IggQJAIIaquzTYC4SV+tz3E+HterrX4xJlm92hMgAgAAADjSdxl5uvedVc7GKmckt9TfJvRVuyYxbjcL8JkQr1kVNEAkJCQoOzvb7WYA8AMrt+1zRiB+vaE6QBzfu60zArFHu3i3mwYgiNGX8X8NUkOz7lE41/+tRX3sR43s5if1KSmv0qOfbdDL32UqJiJMv7mgh645LTE4RiH6SY2CVmX91+dE/Rl+EgAEleVZe50AcdbGXGdjK7OWiRmB2L0tASIAwELmmn9JiRQby46ZNqI+9qNGdvOT+izL2qtfTV+pzXnFGtypmR6b0E9JLRsrKPhJjYKW1/f1YddmAEHB/PG//qVFuuSZ7zR7U65+1LedPr97pP519UBCRACAvaqqpFmzqu9hH+pjP2pkN8vrU1pRpf83Y70uf/Y7Ze8t0W/O7663bzk9eEJEP6hR0KvyfX0YkQggoC3dmq9/fpWmuWl5zgWaC/u1151nJyulTZzbTQMAAABg8VJI97yzUuk5Reqb0MQZhZjKewiAIBFAYFqSme9MYTYBYmiIdFH/9vrF2clKbs0ffwAAAADHVlZZpSe+StOU2RkKCw3Rved10y0juyg8jAmdgEGQCCCgLNpiAsRN+jZ9jxMgXjKgg+44O1ldW8W63TQAAOqGBe7tRn3sR43sZlF9zCjEe99dqU27i9SnQ/UoxG5tGYhgU43gfn3YtRlAQFiweY9z5XD+5uoA8eL+HfRzAkQAfoa+jP+jhgDgf8xaiGY5pOfnVI9C/MXZKbptdFdFMAoRQSqBXZsBBKr5GXucEYgLNuc7f/QvG5jgjEDsHEwLIAMAApe55p+XJ7VsyW6ZNqI+9qNGdrOgPku37tV9765URm6xMwrxbxP6shmjZTWCXfUhXgfgd8xA6u/S83TFc/P10xcWaHHmXl0+KEEzJ4/S36/oR4gIAAgcZhfGBQvYLdNW1Md+1MhuLtanpLxKf/lknS6f8p225ZfovnHd9MHtwwkRj8ZryG5Vvq8PIxIB+FWAaNY+NCMQTXhoRiBeMThBPz8rWZ1aEB4CAAAAOLllkR54b5Uy9xxQ/45N9bfL+yqFHZmBk0KQCMAvAkSz+7LZhdlMPQgPDdGVQzo6AWLH5o3cbh4AAAAAP1BYWqFHZmzQ6wuzFB0Rqt9e0EM3jOjsDFAAcHIIEgFYHSDOScvTP7/apOVZ+5wA8adDO+r20QSIAIAgEscoGatRH/tRI7v5qD7fbMjRbz5YrZ0FpRrWpbkeubSvklgS6eTwGrJbnG/rw67NAKxjfi3N2pTr7MK8Yts+RYSFaMJgEyB2VUIzAkQAgYu+jP+jhgBglz1FZfrzx+v04Yodio0K12/O7+HMbgplFCJwXOzaDMBvAsRvNuY4AeLK7AJFhoXqmmGJum10sjo0jXG7eQAA+J7HI5mOfEKCFMo+idahPvajRkFbH/Pe4sMV2/Wnj9Zp74EKjeneWg9d0lvtmvC+4gfhNWQ3j+/rQ5AIwHXmj/zXG3KcNRBXfR8gXnd6J906qqvaEyACAIL9DcLKlVL79ryBsxH1sR81Csr6bMs/oP/7cI3mbMpVy9hIPX3VAF3Qp51CQhiF+IPxGrKbx/f14acAgKsB4pfrduvHT3+rm15Zog27CjVxeJLm3HeW/nRRb0JEAMAPNnXqVOeN4ocffuh8nJOTo3HjxiklJUW9e/fWnDlzDn5uXR8DANipssqjf8/drHP/MccJEScMStBXk0fpR33bEyIC9YQRiQBcCRC/WLdbT85M09od+xUVHuoEiLeN7qo28dFuNw8A4KcyMzP1wgsvaNiwYQePPfDAA87Hn332mRYvXqxLLrlEW7ZsUURERJ0fAwDYZ832Aj3w/iqt2b5fHZvH6P9d0ldnpLR0u1lAwCFIBOAzHk91gGimMK/fWR0g3jiis24d1UWtCRABAKfA4/Ho5ptv1lNPPaV77rnn4PHp06crPT3d+feQIUPUvn17zZ49W2PHjq3zYz5lRtC0alV9D/tQH/tRo4CvT3FZpf7x5Sa99O0WZ9ShWR7prjEpiokMq9emBi1eQ3YL8X19wm2YfnLjjTfqgw8+0MUXX+xMI7nuuuuUkZGhqKgoPfPMMxo5cqTbzQRwigHi52t3OQGimb4cHRGqm87orFtMgBhHgAgAOHWPP/64RowYoUGDBh08tmfPHlVUVKht27YHjyUlJSkrK6vOj52UyspD/zYd+7AwqarKDMk/dNysY2Ruxzt++HMMHnxo3aPDjxvmuc33OPp4eHj185rnP9njZp0lczu67cc7firndKK2+9M5mWOmPubetDcQzinQ6mQ+//AaBcI5BVqdhg6t8zl9szFXv/1onbbvK1W/jk31/y7prZ6tG5s5UIe+jjqd+jmZ11BNUBUo53T4cX8+J+Pw33H1dU62Bok/dPoJAP8LED9bu8uZwlwTIP7szM6aNLKrWsVFud08AECAWLNmjd577z1X1jE0Aaa51SgqKJBmzDj0CYmJUr9+ppHS4UFkaqrUrZu0eLGUm3vouPlc8zXz5kmFhdVvJnbskC69VGrTRvryyyM7+6NHSzExR35PY/x4qaREmjXryDcu5nhenrRgwaHjcXHVz2N2fTQLttcwIxxMPz0tTdq0qf7OqYZ5bvM9/PmczM/cxo2HFrkPhHMKtDqZnUzfeENq0uTQm25/P6dAqpP5HRcfL40a9YPOaXdFiP744ix9uidEjUO9+mMXr66ZOFRhZaVHnit1OvVzqvk7ZL5nUlJgnFMg1WnhwiM3W6mvczqBEK9ZrMyl6SfnnnuuHn30UWf6yd133+2MSIyNjXWmkdRcAR46dKgefvjhk5pGkpCQoGxTDACuB4ifrtmpp2ama+PuQsVEhDm7MP9sZBe1jCVABIDjoS9TN88++6z+9Kc/ObNZjF27dik+Pl5//OMf9atf/cqZ6XKsvmXjxo3r9FitNczMrL/REeb+s8+kCy6QzIV1fxgdEYgjPo53vLS0uj7jxlV/v0A4p0Crk/n6jz8+VKNAOKdAqpNp1+efV/+OO9ox2l7l8eq1xdl67ItNKiqr1LierfWHC3qoXZNoe84p0OpU83fo/POlyMjAOKejj/vzOZWVVYeANb/j6umcEpKSjtsnDfeX6ScndQW4qKiBWw3gRMwf9k9WmwAxTWk5RWoUGeZMX550Zhe1IEAEADSQ2267zbnVGD169MGL1AsXLtSUKVP04IMPOrNdtm/frlFm5IukCRMm1OmxWtWEFUd31I/leMcPf46aTv7xnvt4x83X/JDjh0+TOpnjp3JOdT1u4zmZx8z94d/f38/pVI/bdE7mDfmxanS8tvvDOR2vjf56TjVfW0vbzWYqv/lgtVZlF6hD0xg9cWV/jenRxs5zOqrtp3TchnMy/z7JOvnNOdXWRn86p7BT/Dt0ouPH+lT58fSTyZMnO7fDrwADcCdA/HjVDj31dbrSc4rUODLM2YH5Z2d2UfPGkW43DwAQxMzsl2uvvVYpKSmKjIzUtGnTDi6ZU9fHAAC+s7+0Qo9/sUmvzs90NlOZNLKL7h6bokaRrm/5AAQlV155c+fOddZHNB2zmuknkyZNcqafhIeHOx/XjEo0n5do5ncDsDJA/GilCRDTlJFb7ASIPz+rq24+o4uaESACAFwy67A1itq0aaMvvvjimJ9X18d8yoxkMH1hdsu0E/WxHzXy2/qYVdg+WrVTf/54nXILyzQwsakeuriPeraPd6WpQYvXkN1CfF8f19ZIPNzh008mTpzoTGeumUZijpkw8WSuALOuEOAblVUe/XflDj39dbo25xUrNipcE4cnOTsxEyACQN3Rl/F/1BAATt3m3CL9/j9rNS89T00bRejX47trwqCOCg0lzALc7s9YNxaYaSSA3QHif1bs0NPfpGtLXrHiosJ159nJuvGMzmraiAARAIB6ZxZXNzs19u59/PWR4B7qYz9q5Ff1OVBeqX99k64X5mxReZVHPxncUfeP785ySW7iNWS3Kt/XJ9yfpp8AcC9A/GD5duePeuaeA4qLDtddY1J044jOatKIoB8AgAZjJg+ZjQd79XK7JTgW6mM/auQX9fH27KnP1+c605i37ytR97Zxeuji3hqc1NztFoLXkN28vq+PFUEiADtVmABx2XZnBGJW/gHFR4c7CxvfYALEGAJEAAAAAKdmS4n0h1eXak7aHmfG0x8u7Klrh3VSeNgxdq4F4DqCRADHDBDfX5btBIjb8kucAHHyOamaOCJJ8dEEiAAAAABOjTONeWaaXlgeonLvHl06sIMeGN9dreOi3W4agBMgSARwUHmlR+8ty3amMGfvLXFGHd5zTqquJ0AEAMAdoaFSamr1PexDfexHjaxj9nv9ZPVO/eWT9dpZUKruzaL0p8sHaGjXlm43DcfCa8huob6vD0EiACdAfHdpdYBo1iQxO6Pde143XXd6J8URIAIA4B7zxqBbN7dbgeOhPvajRlbZuKtQD/53reZv3uPMevrjj3vp6tMSmcZsM15Ddgv1fX0IEoEgVlZZpXeWZOvZWRlOgNisUYTuG2cCxCTFRvHrAQAAK3ZjXLxYGjKE3TJtRH3sR42sUHCgQv+cuUmvzt8qj9erK4d0dAYutIgJlxYvoj424zVktyrf14ekAAjSAHH64m16ZlaGM52geeNI3T+uuzMCsTEBIgAAdu3GmJtbfQ/7UB/7USNXVXm8emtxlv7+xSblF5erf8em+tNFvdQ3oWn1J1RWUh/b8Rqym9f39SExAIJIaUWVpi/Z5oxANAFii8aR+vX47rpmGAEiAAAAgPqzcPMe/fGjdVq3c79axUXp7xP66ZIBHRQaGuJ20wCcApIDIEgCxLcWZenZ2Rnavb9MLWMj9X/n99DVwxLVKJJfAwAAAADqR/beA3pkxgZ9vGqnIsNCdeuorrrj7GSWTgICBK9kIMADxDcXZWnKwQAxSr+9oIeuPq2TYiJZ3wIAAL9YRL1fP3bLtBX1sR818pniskrnfcfzczarrNKjsT1a67cX9FRSy8bH/yLqYz9qZLdQ39eHIBEI0ADx9YXVAWJuYZkzleB3P+qpq4YmEiACAOBPzBuDxES3W4HjoT72o0YNzuPx6oPl2/XXzzc4gxdS28Q67z3OTGlV+xdTH/tRI7uF+r4+BIlAACkpNwHiVk2ZvVl5RWVqHRel35sA8bRERUcQIAIA4HfMRgTz5klnnCGF03W3DvWxHzVqUIsz8/Xnj9dpVXaBs4HjQxf3dnZkDg87ydFR1Md+1Mhulb6vDz8FQAA4UF6p1xdk6bk5GcorKleb+Cg9eGFPXTmUABEAAL9XWOh2C3Ai1Md+1Kjebd1T7KyDOGPNLkWEhejmMzrrF2NS1CQm4oc/GfWxHzWyW6Fv60OQCPh5gPja/K3OOiR7isvVNj5af7qol64Y3JEAEQAAAEC9KjhQoae/SdPL32Wqosqrcb3a6oHx3U+8DiKAgEKQCPjpQsavzt+qF+ZuVn5xudo1idafL+qlCQSIAAAAAOpZeaXHWULpyZlp2nugQn06NHE2cTytSwu3mwbAxwgSAT9S5ASImfr33C1OgNi+SbSzDsmEwQmKCidABAAg4ISFScOGVd/DPtTHftTolHi9Xmf68l8/26DMPQecAQz/+ElPXdSvg0JDQ079G1Af+1Eju4X5vj4EiYAfKCytODgCcd+BCnVoGqOHL+mjywclKDLcd9u8AwAAHwsJkVqdxM6ncAf1sR81qrOlW/P1l0/Wa1nWPsVGheve87rppjM61+8MKOpjP2pktxDf14cgEbA8QHzlu0y9MHeLCkoqlNAsRveP667LBhIgAgAQFMxujF9+KZ1zDrtl2oj62I8a/WAZuUX622cb9dnaXQoPDdH1p3fSnWNS1CI2qv6/GfWxHzWyW6Xv68NPAWCh/aUVevnbTL04rzpA7Ng8Rr85v7suHZigiDACRAAAgu5NAuxFfexHjU5Kzv5S/XNmmt5evE1VHq/O69XGGcTQpVVsw35j6mM/amS3St/WhyARsIgJDad+u0Uvzdui/aWVSmzeSP93fg9dMrADASIAAACABpkF9fyczc467CUVVRqS1EwPjO+hQZ2aud00ABYiSAQsUHCgQi+ZAPHbLSosrVSnFo30ux/11MUDCBABAAAA1L+yyiq9viBLT3+T7mzkmNw61hmBOLZHa4WYddcA4BgIEgEX7TtQ7ow+nPptpgrLKtW5ZWM9eGEvXdS/vcIJEAEAgNmFcfRodsu0FfWxHzX6H2ba8gfLt+sfX27S9n0lahsfrUcurd7I0efvQaiP/aiR3cJ8Xx+CRMAFe4vLnfUPX/4uU0VllerSsrH+dHEvXdiXABEAABzGjAqKiam+h32oj/2o0UFer1dfrtutv32+UWk5RWoSE+Gsw37d6Un1uxPzD0F97EeN7Bbi+/oQJAI+ZKYM/HvuZmcn5uLyKnVp1VgPnd1bF/Zrr7BQfjEDAIBjLKA+Y4Y0fjy7ZdqI+tiPGjm+Tc/TXz/fqJXb9ikmIkx3nJWsn43s4oSJrqI+9qNGdqv0fX34KQB8YE9RmV6Yu0Wvzs/UgfIqdW3VWHeOSdGP+hIgAgAAAGgYS7fu1WOfb9T8zXsUERai60/vpJ+fnazWcdFuNw2AnyJIBBo4QHx+7ma9Nn+rEyCmtI7VL8ak6II+7QgQAQAAADSItTsK9PgXmzRzQ47M244JgxKcgQwdmzdyu2kA/BxBItAA8kyAOKc6QCypqFJqm1jnD/f5vdsplAARAAAAQAPYtLvQ2URlxppdzscX9G2nX45NdXZkBoD6EOI1K64GiISEBGVnZ7vdDASxnMJSPT97s6Yt3KrSCo+6t43TL85O0fjebQkQAQC1oi/j/xqkhmb9I9alshf1sV8Q1Cgjt0hPfJWmj1btkHmHP7ZHG/3ynBT1at9E1guC+vg9ahR09Uk4QX+GnwSgngLE52Zv1uvfB4g92sXrrjHJOrcnASIAADgFJhEoKZFiY9kx00bUx34BXqPMvGI9+XWaPly+XR6vNCq1lSafk6p+HZvKLwR4fQICNbKb1/f1IUgETkHO/lI9OztDbyzMUlmlRz1NgDg2Ref0aEOACAAATl1VlTRrFrtl2or62C9Aa2QCxKe+TteHK7aryuPV6V1a6J5zUzU4qbn8SoDWJ6BQI7tV+b4+/BQAdbDbBIizMvTGoiyVV3rUq3287h6bqrE9WiuEqzQAAAAAGsDWPdUB4gfLqwPE4V1b6K4xKTqtSwu3mwYgSBAkAj/AzoISTZmVoTcXb3MCxD4dmjh/uMcQIAIAAABoIJtzi/T0N+n6z4odB0cgmplQwwgQAfgYQSJwEnbsK3FGIL5tAsQqj/olNHF2YT67OwEiAABoYEwlsxv1sZ8f1yhtd6ETIH60coezBqIZgWg2czy9awAFiH5cn6BBjewW7tv6sGszcALbnQAxXdMXZ1cHiB2b6u6xKRqd2ooAEQBQ7+jL+D9qCKA+rNuxX//6Jl2frtnp7KVwZkpLZyDDEH9bAxGAX2LXZuAHyt57QM/MytA7S7aposqr/t8HiGYXNAJEAADgMyZByMuTWrZkt0wbUR/7+VmNlmftdQLEr9bnOB+P7tbKCRAHJjZTQPKz+gQlamQ3r+/rQ5AIHGZbfnWA+O7S6gBxYKIJEFOdK4AEiAAAwJXdGBcsYLdMW1Ef+/lBjcwkwQWb850AcV56nnNsXK+2+vlZyeqT0EQBzQ/qE/Sokd2qfF8ffgqA7wNE84f73aXZqvR4NbhTM2fx4jOSCRABAAAA1D+Px6uvN+TomVnpWpa1T6Eh0iUDOuj20V2V0ibO7eYBwDERJCKoZe05oKe/SdP7y7Y7AeLQpOZOgGgWMSZABAAAAFDfKqs8+mjVDk2ZtVkbdxcqMixUPx2aqFtHdVGnFo3dbh4AnBBBIoJSZl6xs/vZB8u3q8oEiJ2bO2sgnt6FABEAAFgmjpFJVqM+9rOkRiXlVXpn6TY9P2ezsveWqHFkmG4Z2UU3ntFZbeKjFbQsqQ9OgBrZLc639WHXZgSVLSZA/DpdH66oDhCHdWmuu8ak6vSuLdxuGgAA9GUCADUEcLT84nK9Oj9Tr3yXqb0HKtS8caRuGJ6k605PUpNGEW43DwD+B7s2I+htzi06GCB6vHJGHpopzMO6ECACAACLeTyS6cgnJEihoW63BkejPvZzsUZmHfYX523R24u3qaSiSh2bx2jyOam6fFBHxUSG+bQt1uI1ZD9qZDeP7+tDkIiAlp5jAsQ0/XflDidAHJHcwhmBaKYyAwCAwFBaWqorr7xS69atU0xMjFq3bq1nn31WycnJysnJ0XXXXaeMjAxFRUXpmWee0ciRI52vq+tjPn+DsHKl1L49b+BsRH3s50KNVm7bp+fnbtaM1Tud9yC92sfr1lFdNb53W4WH8XNyBF5D9qNGdvP4vj4EiQhI6TmFeurrdCdANJP3ze7LZg3EwUkEiAAABKJJkyZp/PjxzlrHTz/9tG6++WbNmjVLDzzwgIYNG6bPPvtMixcv1iWXXKItW7YoIiKizo8BwPF2YDYB4qIt+c6xkamtNOnMLs5gBtZhBxAoCBIRUNJ2F+rJr9P18arqAPHMlOoAcVAnAkQAAAJVdHS0zj///IMfmwDwsccec/49ffp0paenO/8eMmSI2rdvr9mzZ2vs2LF1fgwAahwor9R7y7Zr6rdbtDm3WBFhIbp8UIJuPrOzureNd7t5ABA4QWJdp6AAx7JxlwkQ0/Tp6p1OgDgqtZWzBuLAxGZuNw0AAPjYE088oYsuukh79uxRRUWF2rZte/CxpKQkZWVl1fmxk1JZeejfZhRSWJhUVSWnk1LDTD8yt+Mdr3kO83izZsd+bsM8t/keRx8PD69+XvP1J3vcTI8yt6PbfrzjdT2n2truT+dUU5+a7x0I5xRodTJfc3iN6umcdu0v1auLsvX6wiwVlFSoSUy4bhvZWROHJapN89jqdh/rdwF1OvK4+XeLFj+s7baf0+HHA+Gcan7P1XxOIJzT0cf9+Zw8niN/x9XXOdk6IrEuU1CAw23YtV9PzUzXJ6t3Oh+P7tZKd41J0QACRAAAgtLDDz/sjCScOXOmSkpKGvz7Pf74486tRlFBgTRjxqFPSEyU+vWT1qyRDg8iU1Olbt2kxYul3NxDx83nmq+ZN08qLDx0fO9eqVUr6csvj+zsjx4txcQc+T2N8eMlc/6zZh35xsUcz8uTFiw4dDwurvp5zGLtZp2lGub7DRsmpaVJmzbV/zmZ5/b3c5o/v/qcvvgicM4pEOtk2l1To1M8p1WF0ks7Q/RxXogqvVLnZlH6VTuPLmtdrkZVGdKqHOpUl3MyYYZpSyCdU6DVaefOwDunQKjTsmXVfYSa33H1dU4nEOL1Hh5pumfJkiW6/PLLlZmZqdjYWKcDWHMVeOjQoU6nsLapJCfanhqBZf3O/XpyZppmrNnlfHx299a6c0yK+nds6nbTAACoM/oyp8ZMZ37rrbf01VdfqWnT6j5B48aNnVkux+pX1vWxWmuYmVl/oyPMSAPzpqJ79+rn8YfREYE44uN4x8vLq+uTklL9cSCcU6DVyVi//lCN6nBOFSGh+mzNTk2dl6ll2/Y5x07v3Fw3ndlFZ3drpVCvx7fnFEh1Ml+XkVEdiBz+HP58ToFWp5q/Q6ZG5vkD4ZyOPu7P51RRUR081vyOq6dzSkhKOm6fNNyfpqDUegW4qMhn7YU71u2oDhA/W1sdII7tUR0g9k0gQAQAIJiZPuGbb755RIhoTJgwQVOmTNGDDz7ozHTZvn27Ro0adUqP1cq8QTia6agfy/GO1zyH6dhv3lz9Bu54z3284+aNwQ85XvPm42SP1/WcTuW4bedknqOmPod/f38+p0Cr0+GvoaO/dy3ntKeoTG8t3qbX5m91pjJHhofqisEJmji8s3q2P3z9wx/Qdup05HFTH7MerQlBAuWcamujv53TqfwdsvWcTqaN/nJOISGn/nfoRMeP9any4ykokydPdm6HXwFGYFqzvcAJEL9Yt9v5+JyebZwpzL07NHG7aQAAwGXmivk999yjLl266KyzznKOmXW2Fy5cqEcffVTXXnutUlJSFBkZqWnTph1cLqeujwEIbKuy9+mV77bqo1U7VF7pUZv4KN17XjddOaSjWsRGud08AHBVuA1TUN5//33n6nGjRo2cW3h4uHbt2nVwVKKZ7pxo5ngj6JgA8Z9fpemr9dUB4rk92zgjEAkQAQDA4ReTj7daT5s2bfTF4Wuj1cNjAAJPWWWVs3GjCRBXfD99eUhSM113epLG9W6riLBjjBACgCAU7m9TUBAcVmcX6ImZm/TV+hzn4/N6VQeIvdoTIAIAgCBipiyZC+rmHvahPn5fo235B5ydl6cv2ab84nJFR4Q6Iw+vPb0T7z18gdeQ/aiR3UJ8Xx/XNlsxU1A6duzoTEGJM7vWHDYFZffu3c5UErNTs5lKYnZ0rpmmciIsUO7/Vm7bpydmpunrDdUB4vjebZ0AsUe7w9cgAQAgMNGX8X/UELBflcer2ZtyNG1Blr7ZmOPsX9CpRSNdfVqirhjcUU0bRbrdRACwtj8T7m9TUBCYlmftdQLEWRtznSD9gj7t9IsxyerelgARAAAEMbNL45o1Uu/ex19oHe6hPn5Vo5ziCmfk4ZuLtmn7vhKFhpjNG9vommGddGZyS4WaA/AtXkP2o0Z2q/J9fVxfIxHBbZkJEL9K0+xN1QHij/q2c0YgprapHqUKAAAQ1MyF96wsqVcvt1uCY6E+1vNUeTRvZZbeWFmurzbkqtLjVau4KP3i7GT9dGii2jeNcbuJwY3XkP2okd28vq8PQSJcsXRrvrOJyty0PCdAvLBfe915drJSCBABAAAAnKKc/aV6Z2m23l6Upay9ZqOUHJ2Z0tKZvjymRxs2TwGAOiJIhE8tzsx3RiDOS89zphL82ASIY5KV3JoAEQAAAEDdVVZ5nJlOZuqyWfvQrIXYsnGkbuvg1U9/MlKJrVk2CQBOFUEifGLRlnxnF+Zv0/c4AeIlAzrojrOT1bVVrNtNAwAAsFdoqJSaWn0P+1AfK2TmFeudpdv03tLt2rW/1JnxNCq1la4ckqgx3VoqYnOG1JL3HVbiNWQ/amS3UN/XhyARDWrB5j3OCMT5m6sDxEu/DxC7ECACAADUzrwx6NbN7VbgeKiPaw6UV+rT1buczVPMoAWjQ9MY3T02RRMGd3T+fRA1shevIftRI7uF+r4+BIloEPMz9jgjEBdszldYaIguG5jgBIidWzZ2u2kAAAD+tRvj4sXSkCHslmkj6uNTXq/XCQ3fW5atT1btVHF5lSLDQ53lkq4Y3FHDu7b4352XqZHdqI/9qJHdqnxfH4JE1OsfdhMg/nNmmvMH3gSIEwYl6OdnJSuJABEAAKBuuzHm5lbfwz7Uxye25R9wwsP3l21XVv4B51ifDk10xeAE/bhfBzVpFHH8L6ZGdqM+9qNGdvP6vj4EiaiXANGsfWhGIC7O3OsEiOaPugkQO7UgQAQAAADww+wvrdCnq3bqg+XbtfD7qcut4qI0aWQXZ7ZTt7Zs1ggAbiBIxCkFiHPT8vTEzDQt3bpX4aEhunJIRydA7Ni8kdvNAwAAAOBHKsyuyxtznfDwy/W7VV7pcaYuX9CnnS4flKAzU1oqPIwNHwDATQSJqFOAOHtTrhMgLs/a5wSIPx3aUbePJkAEAACo90XU+/Vjt0xbUZ9T5vF4tSxrr/6zYoc+Wb1T+cXlzvHTOjfXJQM6aHyfdmoSc4Kpy7WhRnajPvajRnYL9X19CBLxgwLEWSZA/CpNK7btU0RYiK46LVG3j+6qhGYEiAAAAPXOvDFITHS7FTge6lNnG3cV6sMV2/XfFTu0fV+Jcyy5daxuOqOzLurfvv7eX1Aju1Ef+1Eju4X6vj4EiTipAPGbjTlOgLgyu8AJEK8ZlqjbRierQ9MYt5sHAAAQuCorpXnzpDPOkMLpuluH+vwgW/KK9fHKHfpo1Q5t2l3kHGvfJFq3jOqii/p1UI92cQoJOWrX5VNFjexGfexHjexW6fv68FOAEwaIX2/IcaYwr8ouUGRYqK4d1km3je6q9gSIAAAAvlFY6HYLcCLU54Sy9x7Qp6t36qOVO7V6e4FzrFmjCGdm00X92mtIUnOFhtZzeHg0amQ36mM/amS3Qt/WhyARxwwQv1qfoydnpjl/7M0Cx9ef3km3ju6qdk0IEAEAAAAc37b8A5qxZqc+Wb1LK7ftc47FRYU7G6Zc2K+9hndtoQg2TQEAv0SQiCMCxC/W7XYCxLU79isqPFQThyfp1lFd1bZJtNvNAwAAAGCprXuKNWPNLs1YvdNZDsmIjQrXxf3b6/w+7TSqWytFhYe53UwAwCkiSISzU5oJEM0U5vU7qwPEG0d01q2juqh1PAEiAACAa8LCpGHDqu9hnyCujxmEkJZTpBmrd+mztbuc9xGHh4c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     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 11
  },
  {
   "metadata": {},
   "cell_type": "markdown",
   "source": "# 散点图",
   "id": "6f39a644d360808f"
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-24T01:25:31.002574Z",
     "start_time": "2025-03-24T01:25:30.910889Z"
    }
   },
   "cell_type": "code",
   "source": [
    "from matplotlib import pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "\n",
    "y = [11, 17, 16, 11, 12, 11, 12, 6, 6, 7, 8, 9, 12, 15, 14, 17, 18, 21, 16, 17, 20, 14, 15, 15, 15, 19, 21, 22, 22, 22,\n",
    "     23]\n",
    "x = range(1, 32)\n",
    "\n",
    "#设置图形大小\n",
    "plt.figure(figsize=(20, 10), dpi=80)\n",
    "#使用scatter画散点图\n",
    "plt.scatter(x, y, label=\"三月份\")\n",
    "#设置x轴的刻度\n",
    "xtick_labels = [\"{}月\".format(i) for i in x]\n",
    "# my_font = font_manager.FontProperties(fname=\"C:\\\\Windows\\\\Fonts\\\\simsun.ttc\", size=18)\n",
    "plt.xticks(x[::3], xtick_labels[::3], rotation=45, fontproperties=my_font)\n",
    "# plt.xticks(x, xtick_labels, rotation=45, fontproperties=my_font)\n",
    "plt.show()\n"
   ],
   "id": "3e407ff8dc55b873",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x800 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 16
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-24T02:34:35.102830Z",
     "start_time": "2025-03-24T02:34:34.988112Z"
    }
   },
   "cell_type": "code",
   "source": [
    "a = [\"流浪地球\", \"疯狂的外星人\", \"飞驰人生\", \"大黄蜂\", \"熊出没\", \"新喜剧之王\"]\n",
    "b = [38.13, 19.85, 14.89, 11.36, 6.47, 5.93]\n",
    "\n",
    "plt.figure(figsize=(20, 8), dpi=80)\n",
    "\n",
    "# 绘制条形图的方法\n",
    "'''\n",
    "width=0.3 条形的宽度\n",
    "'''\n",
    "rects = plt.bar(range(len(a)), b, width=0.3, color=\"red\")\n",
    "plt.xticks(range(len(a)), a, fontproperties=my_font, rotation=45)\n",
    "# 在条形图上加标注（水平居中）\n",
    "for rect in rects:\n",
    "    height = rect.get_height()\n",
    "    plt.text(rect.get_x() + rect.get_width() / 2, height + 0.3, str(height), ha=\"center\")\n",
    "plt.show()"
   ],
   "id": "49769d436ab97b8c",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1600x640 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 26
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-03-24T02:36:52.591254Z",
     "start_time": "2025-03-24T02:36:52.443609Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 生成随机数据\n",
    "data = np.random.randn(1000)\n",
    "\n",
    "# 绘制直方图\n",
    "plt.hist(data, bins=80, color='blue', alpha=0.7)\n",
    "plt.xlabel('Value')\n",
    "plt.ylabel('Frequency')\n",
    "plt.title('Histogram Example')\n",
    "plt.show()"
   ],
   "id": "2c47e71e4f90fcee",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "execution_count": 38
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
